Based on notions introduced in preliminaries, as noted in [1]}, we say that the feature space can be seen as a Reproducing Kernel Hilbert Space. So we can re-write the risk functional as
\(R_{reg}(f) = R_{emp}(f) + \frac{\lambda }{2} \Vert f\Vert ^2_{equation}\) 
